Dylan Sam

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 15

Top Topics

Multi Class Learning

Domain Knowledge

Weakly Supervised Learning

Scoring Metrics

Top Venues

Publications

Samuel Sokota, Dylan Sam, Christian Schröder de Witt, Spencer Compton, Jakob N. Foerster, J. Zico Kolter
Computing Low-Entropy Couplings for Large-Support Distributions. CoRR (2024)
Yewon Byun, Dylan Sam, Michael Oberst, Zachary C. Lipton, Bryan Wilder
Auditing Fairness under Unobserved Confounding. AISTATS (2024)
Dylan Sam, Rattana Pukdee, Daniel P. Jeong, Yewon Byun, J. Zico Kolter
Bayesian Neural Networks with Domain Knowledge Priors. CoRR (2024)
Victor Akinwande, Yiding Jiang, Dylan Sam, J. Zico Kolter
Understanding prompt engineering may not require rethinking generalization. ICLR (2024)
Yewon Byun, Dylan Sam, Michael Oberst, Zachary C. Lipton, Bryan Wilder
Auditing Fairness under Unobserved Confounding. CoRR (2024)
Rattana Pukdee, Dylan Sam, J. Zico Kolter, Maria-Florina Balcan, Pradeep Ravikumar
Learning with Explanation Constraints. NeurIPS (2023)
Rattana Pukdee, Dylan Sam, J. Zico Kolter, Maria-Florina Balcan, Pradeep Ravikumar
Learning with Explanation Constraints. CoRR (2023)
Rattana Pukdee, Dylan Sam, Pradeep Kumar Ravikumar, Nina Balcan
Label Propagation with Weak Supervision. ICLR (2023)
Victor Akinwande, Yiding Jiang, Dylan Sam, J. Zico Kolter
Understanding prompt engineering may not require rethinking generalization. CoRR (2023)
Dylan Sam, J. Zico Kolter
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction. AAAI (2023)
Rattana Pukdee, Dylan Sam, Maria-Florina Balcan, Pradeep Ravikumar
Label Propagation with Weak Supervision. CoRR (2022)
Dylan Sam, Min Bai, Tristan McKinney, Li Erran Li
Improving self-supervised representation learning via sequential adversarial masking. CoRR (2022)
Dylan Sam, J. Zico Kolter
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction. CoRR (2022)
Alessio Mazzetto, Dylan Sam, Andrew Park, Eli Upfal, Stephen H. Bach
Semi-Supervised Aggregation of Dependent Weak Supervision Sources With Performance Guarantees. AISTATS (2021)
Alessio Mazzetto, Cyrus Cousins, Dylan Sam, Stephen H. Bach, Eli Upfal
Adversarial Multi Class Learning under Weak Supervision with Performance Guarantees. ICML (2021)